Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "127"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 127 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 227 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 219 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_18340/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 127, Node 10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.068856 -0.416255 2.804788 3.577862 2.363927 1.513222 2.333101 3.029964 0.7769 0.7866 0.2428 18.735436 18.740453
2459593 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.204034 1.241213 4.769162 4.061076 1.241730 0.856513 0.340713 -0.093510 0.7033 0.6954 0.2374 7.007607 6.979126
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.088119 -1.237063 0.738855 -0.022318 -0.015193 -0.111593 1.928979 -0.098137 0.0322 0.0569 0.0016 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 342.640424 348.267674 inf inf 30.838169 74.885076 147.326703 876.656616 nan nan nan 0.000000 0.000000
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.537193 -0.054179 4.713028 4.504104 4.124894 2.194529 0.156479 -0.272072 0.6426 0.6529 0.3389 7.252952 7.360872
2459589 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.908970 0.073463 3.501636 3.784605 0.719004 1.053127 1.247099 0.875375 0.6918 0.6912 0.2672 8.498757 8.140879
2459588 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.219215 -1.166853 5.641996 5.128245 0.890221 0.890399 0.671591 0.305079 0.7427 0.7249 0.2191 12.118937 10.976174
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 1.182735 -0.171437 9.418462 7.857039 7.524165 7.460046 4.096835 5.275808 nan nan nan 15.270997 17.065801
2459586 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.081234 -0.119821 0.876696 0.346198 3.254636 0.415062 0.072102 -0.249566 0.6485 0.6566 0.3248 5.815767 5.474717
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.561806 1.678664 3.950514 1.494215 1.361210 -0.581684 4.113567 0.484272 0.0342 0.0643 0.0018 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.733559 1.460327 20.796034 11.958133 51.583594 47.130074 -0.594687 -0.521512 0.5718 0.5900 0.3364 9.107029 8.971633
2459583 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.962112 1.420851 19.453321 15.082345 -0.149437 -0.042382 -0.359970 -0.206289 0.6072 0.6358 0.3484 4.686372 5.375929
2459582 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.851590 1.181806 17.223226 13.722182 -0.614103 0.011614 -0.435905 -0.190844 0.6141 0.6404 0.3531 4.244740 5.118975
2459581 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.689717 1.840436 19.772353 15.024572 -0.603041 0.269893 -0.199985 -0.162920 0.6106 0.6374 0.3598 4.035436 5.317823
2459580 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.996111 1.179439 19.658252 15.476699 -0.754073 0.296254 -0.595316 -0.302936 0.6201 0.6451 0.3518 5.441030 6.254196
2459579 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.033033 1.337909 22.611740 18.160118 -0.263530 0.151175 0.216940 0.556947 0.6130 0.6392 0.3571 5.440810 6.065260
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.300039 0.232056 2.239789 1.370331 -0.218782 -0.032470 -0.611926 -0.517886 0.0376 0.0698 0.0034 nan nan
2459577 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.763591 2.134933 18.241886 14.126461 -0.469908 1.066408 -0.379426 -0.142024 0.6102 0.6352 0.3575 4.006339 5.584165
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.375843 1.670217 14.223307 11.304402 0.025426 1.597289 0.098319 0.398022 0.6445 0.6666 0.3538 6.544255 7.720441
2459575 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.539196 -0.704374 13.737071 10.971319 17.210804 11.614783 28.410329 18.341494 0.7265 0.7451 0.2921 8.375953 11.497434
2459574 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.756877 0.358521 13.785870 10.871035 -0.348220 0.984000 0.870186 -0.085388 0.6433 0.6704 0.3514 4.441426 5.489216
2459573 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.990223 1.144110 24.370674 19.019627 -0.662276 0.328553 -0.191751 0.523436 0.6276 0.6586 0.3571 5.663562 6.270539
2459572 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.721214 1.240545 13.719809 10.829631 -0.460694 0.334519 0.678864 1.327666 0.6345 0.6598 0.3566 6.093407 7.880881
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 131.421660 302.379532 inf inf 239448.175356 -632564.694164 132048.846625 -348878.114600 nan nan nan nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.699802 0.138196 15.773667 12.523260 25.917641 17.788675 24.671735 19.883530 0.7392 0.7536 0.2129 6.329048 6.548850
2459566 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.838786 0.172262 18.421052 14.303359 -0.544327 0.705871 -0.504953 -0.374415 0.6267 0.6546 0.3690 4.200691 4.990803
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 1.059218 1.059218 0.968690 0.968690 -0.627210 -0.627210 -0.758470 -0.758470 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.994327 0.016506 5.204879 4.319251 2.753200 0.427774 3.493725 0.063560 0.6689 0.6798 0.3637 5.031909 5.448128
2459562 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.849759 0.781782 9.551637 7.512850 0.180372 0.745592 1.836039 1.029094 0.6399 0.6690 0.3619 3.267389 4.082239
2459561 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.740155 0.381252 9.321560 7.234955 -0.088009 0.644796 2.568386 1.052695 0.6421 0.6766 0.3589 3.186831 3.988602
2459560 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.001097 0.510298 9.557798 7.285645 0.611859 0.552234 1.722518 0.372865 0.6328 0.6623 0.3713 3.403944 3.877009
2459559 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.102954 1.038316 10.042267 7.723643 0.942319 0.625541 1.672595 0.843437 0.6407 0.6689 0.3547 3.071330 3.527513
2459558 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.690990 0.080915 19.525978 15.372847 -0.450777 0.341883 0.545005 0.543341 0.6378 0.6680 0.3636 5.924657 7.182589
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0349 0.0727 0.0031 nan nan
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.844224 0.485340 20.685695 16.539470 0.361093 1.140407 2.637468 2.320045 0.6368 0.6626 0.3626 5.590863 6.678217
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6471 0.6711 0.3722 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6481 0.6708 0.3694 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.117472 0.911193 27.253697 20.966988 -0.179466 0.523634 1.344937 0.514108 0.6503 0.6729 0.3686 4.118525 4.972133
2459551 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.750315 0.493487 11.162692 8.712170 0.851135 0.781699 0.686591 0.827407 0.6367 0.6647 0.3691 3.432194 4.056156
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0456 0.0651 0.0027 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.918255 0.075840 20.957009 16.288609 0.493912 0.592368 1.009893 0.302702 0.6380 0.6701 0.3752 3.914662 4.643179
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.156570 0.689582 11.523882 9.573148 9.315451 8.086110 -0.308313 -0.042178 0.7328 0.7412 0.3356 4.548824 4.705219
2459541 RF_maintenance 100.00% 1.34% 1.79% 0.00% 100.00% 0.00% 0.696748 -0.421868 22.885567 18.088820 51.716120 40.002960 25.158375 20.608462 0.7070 0.7167 0.3063 4.512055 5.577953
2459540 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.095379 0.572532 9.748168 7.640685 0.009952 0.044316 1.323877 2.029778 0.7020 0.7219 0.3192 3.361389 4.250024
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.361789 2.125702 34.812761 27.186078 0.442328 3.050319 0.623865 0.489983 0.1125 0.0972 0.0183 0.000000 0.000000
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.831888 0.364258 9.093707 7.023454 1.364405 -0.283942 1.234341 0.058956 0.1120 0.1007 0.0179 0.000000 0.000000
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.605081 0.044464 8.771813 6.699298 -0.950946 -0.310077 -0.042476 -0.284448 0.1258 0.1096 0.0240 7.940397 5.656153
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.298036 0.365320 20.161561 15.628906 0.208688 0.753981 -0.065221 0.175928 0.1165 0.1066 0.0248 -0.000000 -0.000000
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.293655 0.764113 26.801813 21.211413 1.134793 0.822823 -0.177890 -0.040813 0.1135 0.1033 0.0227 0.000000 0.000000
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.245701 0.591035 8.495676 6.646354 0.127705 0.495504 0.359508 0.104304 0.1229 0.1064 0.0274 0.000000 0.000000
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.182697 2.531669 28.022542 21.026713 4.183861 7.691375 -0.284542 0.045715 0.8958 0.9377 0.2964 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 3.163848 -0.024941 30.010207 23.053955 2.608058 1.316353 1.198791 1.383233 nan nan nan 11.779772 10.067361
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.108414 1.727161 28.180282 21.923139 0.187747 8.003207 0.812506 0.499917 0.6385 0.7109 0.3399 0.000000 0.000000
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.101989 0.340538 2.289758 1.732584 -0.745667 0.044713 -1.136457 -0.669414 0.0449 0.0680 0.0057 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.991581 4.642660 24.062568 17.138103 16.098388 11.277381 29.711922 25.773066 0.9169 0.9632 0.1567 0.000000 0.000000
2459505 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.473119 1.026607 24.229127 19.537876 0.605927 4.571948 0.197482 0.856184 0.8805 0.8711 0.1865 19.741740 27.501266
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.728271 12.158579 34.361208 25.052370 24.858853 27.119578 2.484692 2.538097 0.8732 0.8738 0.4506 0.000000 0.000000
2459501 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.418417 8.767170 26.400117 19.178285 6.802414 10.541397 0.514079 0.291725 0.8770 0.9166 0.3528 0.000000 0.000000
2459500 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.032416 11.496623 29.716840 20.693986 12.556823 15.832822 0.267557 0.416219 0.8862 0.9142 0.3443 0.000000 0.000000
2459499 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.602365 13.614197 37.152586 25.843739 14.477832 17.535432 3.605394 5.942056 0.9046 0.9462 0.1692 0.000000 0.000000
2459498 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.614900 15.162861 31.606892 22.189845 15.720619 18.042003 2.876705 3.181163 0.8950 0.9183 0.3702 0.000000 0.000000
2459497 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 19.548050 19.194139 33.767828 23.897221 20.829685 23.204447 2.277454 2.596560 0.8974 0.9358 0.3329 0.000000 0.000000
2459496 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 20.738246 19.569395 31.719439 22.287730 18.076129 20.373811 2.062794 1.782222 0.9189 0.9305 0.3398 0.000000 0.000000
2459495 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.043354 15.891344 29.488965 20.368637 15.440867 17.119407 2.243470 2.243839 0.9166 0.9267 0.3667 0.000000 0.000000
2459494 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.734940 15.839402 33.217872 22.576123 14.726203 18.261294 7.611437 5.516824 0.9046 0.9170 0.3793 0.000000 0.000000
2459492 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.125848 2.149063 28.567680 22.821880 2.540646 1.826526 7.571189 3.768335 0.7507 0.8077 0.2886 6.917918 7.014571
2459491 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.474837 3.524509 30.342925 24.480289 0.206408 5.445045 3.447185 3.616469 0.7899 0.8204 0.2327 2.708469 2.538299
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.673630 3.347553 31.047570 24.659688 0.053329 2.770465 3.689543 3.074126 0.7399 0.8032 0.3416 5.902726 5.702995
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.446720 2.557327 29.072836 23.475823 1.062883 3.728557 5.369380 2.778826 0.7551 0.8072 0.2899 6.128271 5.748977
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.039637 1.424034 25.367095 20.090118 2.404290 3.917956 3.720407 4.205441 0.7529 0.8091 0.3184 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 127: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 1.182732 0.231944 0.252203 -0.127262 1.182732 0.067788 0.585863 1.045944 0.524710

Antenna 127: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 16.382511 0.605143 1.224199 3.778423 2.778751 16.304419 16.382511 -0.047385 0.788952

Antenna 127: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 2.211315 0.141934 0.392653 0.362435 2.211315 0.798022 1.039064 1.770676 0.497745

Antenna 127: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 2.121588 -0.021663 -0.141740 2.121588 -0.303682 0.367628 0.104714 0.037663 1.448334

Antenna 127: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 2.964485 0.810089 0.987733 2.009570 2.943528 2.201283 2.964485 2.152823 1.392065

Antenna 127: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 1.780332 0.400491 0.945928 0.864851 1.046862 0.975652 0.697059 1.020058 1.780332

Antenna 127: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 1.363775 0.934314 0.792453 1.145966 0.994658 1.037774 1.128778 1.363775 1.231362

Antenna 127: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 2.565456 0.976216 1.776492 1.778080 2.565456 2.037618 1.507283 0.611851 0.392128

Antenna 127: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 2.910573 0.974783 1.432795 2.238717 2.829281 2.860627 2.910573 1.035581 0.487809

Antenna 127: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 2.678641 1.334582 1.014391 2.678641 2.133149 1.776702 2.489450 1.252300 1.790477

Antenna 127: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 1.725578 1.031695 1.323653 1.192275 1.211925 1.498129 1.674336 1.042286 1.725578

Antenna 127: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 1.993538 1.005011 0.780988 1.168190 1.204280 1.471675 1.993538 1.668218 0.770195

Antenna 127: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 3.723497 0.623009 1.453346 2.665809 3.723497 2.695504 0.629319 2.524488 1.425604

Antenna 127: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Discontinuties 5.745585 1.671719 1.128776 1.978553 1.148316 5.169349 2.000063 5.745585 3.674417

Antenna 127: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 3.091307 0.454453 1.079943 1.681727 2.525662 3.091307 1.966953 2.422659 1.991913

Antenna 127: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 4643.922272 89.030686 119.771369 173.580920 182.833979 288.640862 349.922845 4350.702661 4643.922272

Antenna 127: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 1.022717 0.244557 0.579177 0.566329 0.628838 0.694964 0.538447 0.536903 1.022717

Antenna 127: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 127: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 1.055200 0.135962 0.319199 0.838141 0.963377 0.691600 1.055200 1.007062 0.565015

Antenna 127: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 2.622551 1.113706 0.557456 1.376331 1.218375 1.746683 0.873878 0.544147 2.622551

Antenna 127: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 2.197375 0.724770 0.635180 1.021951 1.079603 0.509788 0.989008 1.151988 2.197375

Antenna 127: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 4.944691 1.247388 1.447238 1.393041 1.475969 2.622460 2.036649 4.944691 2.190755

Antenna 127: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 6.296002 1.542923 0.818787 4.058443 2.298012 1.526895 4.052433 1.947099 6.296002

Antenna 127: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 4.245738 1.367711 0.596968 2.537947 1.949586 4.245738 3.761945 0.868191 3.775882

Antenna 127: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 1.754058 1.092100 0.774137 1.509506 1.141775 1.348101 1.029652 1.122988 1.754058

Antenna 127: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 3.760340 0.706394 0.281804 1.922808 1.381516 3.760340 3.232070 1.075290 1.300594

Antenna 127: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 2.776891 1.818580 1.152392 0.794235 0.480746 -0.719210 2.776891 -0.532942 -0.523652

Antenna 127: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 Not Found nn Temporal Discontinuties 782.472930 65.164942 48.229581 61.072594 52.507382 135.570937 116.104720 782.472930 687.730742

Antenna 127: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 1689.221753 102.772205 37.908459 85.534236 60.111531 118.136959 60.213497 1689.221753 710.595690

Antenna 127: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Discontinuties 1661.219368 29.070760 47.815617 40.551316 44.480917 93.051834 78.175401 1661.219368 1475.584126

Antenna 127: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Discontinuties 1107.142620 54.139764 118.191697 254.528802 257.350576 39.887523 40.082001 1107.142620 896.382751

Antenna 127: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 1747.515332 33.087299 42.291100 66.052124 84.745197 310.177741 449.727158 1535.678795 1747.515332

Antenna 127: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 1124.058382 92.899191 60.560218 77.537533 70.466959 451.210385 430.939136 1124.058382 1081.763245

Antenna 127: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 3.771172 3.341332 2.961601 3.259690 3.071611 -0.663549 3.771172 -0.354801 -0.184555

Antenna 127: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 5.996401 1.356145 0.331501 5.002467 4.021388 2.161737 5.996401 1.863084 2.494269

Antenna 127: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 1.393760 0.400365 0.517953 1.075178 1.046351 1.393760 1.239891 1.071024 0.709340

Antenna 127: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape 2.281524 1.647030 2.281524 0.669305 0.849747 1.869692 -0.858636 -0.278285 -0.422081

Antenna 127: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape 1.914272 1.234468 1.914272 0.365535 0.725424 0.683754 0.938781 -0.410359 -0.328072

Antenna 127: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape 2.700617 1.994300 2.700617 0.720327 0.847606 1.665189 0.634671 0.211039 -0.492407

Antenna 127: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 7.408576 0.349021 1.076492 2.781850 2.913800 5.924150 7.408576 1.949173 1.486916

Antenna 127: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape 2.047748 2.047748 1.451518 0.729207 0.428069 0.519539 0.590573 -0.425895 -0.352175

Antenna 127: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 127: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 1.858720 1.098094 1.640987 0.356222 0.643575 1.858720 -0.497353 0.098771 -0.491317

Antenna 127: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 2.467931 1.708656 2.174917 0.733452 0.981621 2.467931 -0.919930 -0.103333 -0.267139

Antenna 127: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape 1.823742 1.268715 1.823742 0.437283 0.558831 0.109971 -0.657758 -0.559425 -0.523786

Antenna 127: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 3.662530 1.607120 1.189240 3.662530 2.992381 3.594751 2.915750 2.634963 2.928314

Antenna 127: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 3.285252 1.679388 1.144815 0.953768 0.699300 -0.927475 3.285252 -0.749946 -0.569817

Antenna 127: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 2.794419 1.265433 1.682301 0.407585 0.494096 2.794419 -1.110749 -0.383704 -0.506397

Antenna 127: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 127: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape 1.900803 1.900803 1.521048 0.849042 0.771052 -0.642071 1.632907 -0.689005 -0.059326

Antenna 127: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 3.525676 1.845928 1.409739 0.685675 0.540894 -0.233374 3.525676 -0.644109 0.055785

Antenna 127: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 3.582053 1.082975 0.816657 3.099284 2.963948 3.263247 3.582053 2.580486 2.260676

Antenna 127: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Shape 2.396394 1.777742 2.396394 0.821330 1.085804 1.870289 0.888400 0.134304 -0.582260

Antenna 127: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 5.238960 1.125582 1.523840 3.595438 4.433369 4.598635 5.238960 0.751491 0.612859

Antenna 127: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Discontinuties 4.613559 -1.097448 -0.736200 -0.261816 -0.010669 2.139131 2.652879 3.236355 4.613559

Antenna 127: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 1.647522 -1.165410 -1.277053 -0.605334 -0.136524 1.647522 0.150798 -0.492866 -0.650900

Antenna 127: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 4.281324 1.223882 1.048221 3.421205 3.666068 4.013995 3.881549 3.944957 4.281324

Antenna 127: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Shape 0.144006 0.144006 -0.285883 -0.600994 -0.127498 -1.409724 -1.319791 -0.201855 -0.272065

Antenna 127: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 0.114041 -1.005064 -1.310247 -0.627733 -0.194372 -0.437093 0.114041 -0.611929 -0.561749

Antenna 127: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 2.069799 1.397620 1.945649 1.457827 1.989317 2.069799 -0.024861 -0.136292 -0.501879

Antenna 127: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 127: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 3.470549 0.751298 -0.331155 3.305260 3.100410 1.558296 3.470549 1.292488 1.535542

Antenna 127: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Variability 3.555484 -0.122195 0.845421 1.792932 1.998604 3.555484 0.454024 1.087436 1.061842

Antenna 127: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Discontinuties 14955.153213 4678.421764 4678.421764 4356.617150 4356.617150 3030.793768 3030.793768 14955.153213 14955.153213

Antenna 127: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance nn Temporal Discontinuties 3292.386944 847.265339 847.265339 759.875195 759.875195 825.738871 825.738871 3292.386944 3292.386944

Antenna 127: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Discontinuties 2229.304599 738.351918 738.351918 727.192407 727.192407 677.374559 677.374559 2229.304599 2229.304599

Antenna 127: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Variability 2.425613 1.066742 1.283610 1.472361 1.540283 2.163016 2.425613 0.316383 0.071415

Antenna 127: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Discontinuties 5.152598 0.267906 -0.139329 3.295061 3.465221 2.804190 3.576195 4.913326 5.152598

Antenna 127: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 2.154197 -0.744309 -0.711029 1.900508 1.605852 2.154197 2.007919 1.468094 1.682005

Antenna 127: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Power 3.677936 0.624898 -0.197745 3.677936 3.393294 -1.370948 1.620975 1.777861 2.639930

Antenna 127: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Power 4.714080 0.583360 -0.002070 4.714080 3.712920 1.496118 2.165160 1.933127 3.030033

Antenna 127: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 6.383808 1.102495 0.087754 3.545486 2.752246 4.984070 6.383808 2.315301 1.817527

Antenna 127: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 127: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 21.373638 -0.193334 0.485182 2.873527 3.096892 21.373638 3.041366 3.437476 3.263617

Antenna 127: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 3.053271 -0.539645 0.589168 1.855314 2.663245 3.053271 -1.231416 -0.475153 -0.226005

Antenna 127: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 3.552863 -0.206659 0.864007 1.676079 2.304593 3.552863 -1.246750 -0.448763 -0.314982

Antenna 127: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 127: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 4.173488 0.153668 1.033522 3.568864 3.585399 4.173488 -0.165177 1.806343 0.915443

Antenna 127: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 4.868141 1.044237 0.108341 2.370301 2.190740 0.099231 4.868141 0.543934 1.336417

Antenna 127: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 3.505764 -0.218322 0.952778 2.309862 2.339588 3.505764 -0.379974 0.976580 0.347235

Antenna 127: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 5.680895 1.588192 0.817429 3.020169 2.523208 5.680895 4.976282 0.779955 2.141539

Antenna 127: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Power 3.139635 -0.049402 0.649441 3.139635 3.006243 2.044429 -0.990588 0.035238 -0.233031

Antenna 127: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 5.356568 0.480812 1.170770 2.222930 2.777529 5.356568 5.007110 1.596179 1.382723

Antenna 127: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 127: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Power 1.758226 0.064778 0.165262 1.032011 1.758226 1.003465 0.190565 -0.146279 -0.780132

Antenna 127: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 5.938477 0.848496 0.534464 3.070787 3.009848 5.938477 5.039724 2.410023 3.246868

Antenna 127: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Power 3.173426 0.617564 -0.022464 3.173426 2.498945 2.906697 2.660983 1.449247 2.118618

Antenna 127: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Shape 0.641348 -0.019065 0.641348 -0.832686 -0.063533 -0.423387 -0.820572 -1.464019 -1.443089

Antenna 127: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 10.173569 1.284896 1.918511 5.392147 6.508466 7.049728 10.173569 1.620140 1.374095

Antenna 127: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 5.104662 -0.288584 -0.083439 0.984688 0.560878 -0.913834 5.104662 -0.442073 0.100545

Antenna 127: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Power 3.685162 0.988925 1.232635 3.201771 3.685162 3.233510 3.044431 0.938568 0.685290

Antenna 127: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 4.638363 0.798734 0.298302 3.792839 3.272863 4.638363 3.951265 0.078477 0.609126

Antenna 127: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 4.285914 0.489471 0.864184 2.472259 2.592027 3.263398 4.285914 2.151566 2.444374

Antenna 127: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 127: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 3.659799 0.303439 1.109637 2.774372 3.242951 2.984376 3.659799 0.595741 1.630996

Antenna 127: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 3.143233 0.267553 0.650523 1.437598 1.656365 3.143233 3.070844 1.256142 2.128742

Antenna 127: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance nn Temporal Variability 1.595281 0.458436 0.278889 1.455733 0.923768 -0.444997 1.595281 -1.189922 -0.902124

Antenna 127: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 2.665895 0.080574 0.654104 1.291284 1.192130 2.657850 2.665895 -0.143767 0.359187

Antenna 127: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Temporal Variability 13.543323 1.745247 0.852863 3.126757 2.917439 13.543323 3.300077 1.102894 0.092249

Antenna 127: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 10 RF_maintenance ee Power 3.220857 0.777392 0.028486 3.220857 2.897364 3.088877 1.139841 2.661813 2.736734